Benchmarks

Introducing custom Benchmarks by runloop

Measure & improve your agent's ability to solve the problems you care about.

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Use Cases

Teach agents to improve at solving problems in your domain

Your business; Your Benchmarks

Use Custom Benchmarks from test cases you select, or create new ones from scratch. Discover and use test cases from other benchmarks or make something new. With Runloop you can easily create test cases from your git history

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Software Development
Optimize Prompts & Context

Developing agents is an iterative process.
Runloop accelerates the test loop by running enormous test suites at scale so that you can discover the perfect prompt that optimizes agent performance on the problems you care about.

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Context Engineering
Detect Regressions

The rate of change for models and agents is nothing short of remarkable. However, not every change is beneficial. Custom benchmark runs integrate into your release workflow to ensure rollouts meet quality thresholds.

Regression Testing
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Supervised and Synthetic Cases

Create test cases from your git repo in just a few lines of code, or take a working repository and introduce changes. Runloop accelerates sophisticated training algorithms like SFT and RFT by helping you create test cases from your own data.

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SFT and RFT
One Test Case, Many Scores

Take existing test cases and redefine what success looks like. Measure & improve your agent's performance along different dimensions, from well established metrics like cost & security, to subjective measures like word choice and tone.

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Operational Efficiency
Security, Privacy & Compliance

Train your agent to adhere to relevant rules and regulations. Use Custom Benchmarks teach your agent how to write code that adheres to your industry's laws while running your code in a private, isolated sandbox. Your data is secure and protected by default.

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Security & Compliance
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Looking For Your Use Case?

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Case study

The Evolution to Verification

Fermatix.ai, renowned for creating expert-level training data tailored to industry-critical tasks, with annotators who are practicing industry experts, partnered with Runloop.ai to strategically evolve their offering.

Challenge

Fermatix.ai needed a way to move beyond providing one-time training data to establishing ongoing testing standards and verification for their enterprise clients, ensuring AI agent performance against specific proprietary logic.

Solution: Runloop Custom Benchmarks

By leveraging Runloop.ai’s Custom Benchmarks infrastructure, Fermatix.ai is now able to offer custom, in-house verification for its clients. This allows them to build specialized, private benchmarks that accurately measure and refine AI agents on unique codebases and business logic.

This partnership... represents a strategic evolution—moving beyond one-time data labeling to creating reusable benchmarks that deliver ongoing value to our clients. By leveraging our domain expertise and Runloop’s infrastructure, we’re not just providing data anymore; we’re building the testing standards that will define how enterprises evaluate their AI agents across industry-critical tasks

Sergey Anchutin, CEO and Founder, Fermatix.ai

Outcome

Fermatix.ai strategically expanded its capabilities, using its domain expertise to create high-fidelity, multilingual benchmarks on a secure, scalable platform. They are now positioned to offer a new level of assurance and become the verification layer for their clients' AI agent deployments.